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  1. 11. Dez. 2020 · In our ST-TR model, a Spatial Self-Attention module (SSA) is used to understand intra-frame interactions between different body parts, and a Temporal Self-Attention module (TSA) to model inter-frame correlations. The two are combined in a two-stream network which outperforms state-of-the-art models using the same input data on both ...

    • Chiara Plizzari, Marco Cannici, Matteo Matteucci
    • arXiv:2012.06399 [cs.CV]
    • 2020
    • Overview
    • Contact 📌

    Introduction

    This repository contains the implementation of the model presented in the following paper:

    Visualizations of Spatial Transformer logits

    The heatmaps are 25 x 25 matrices, where each row and each column represents a body joint. An element in position (i, j) represents the correlation between joint i and joint j, resulting from self-attention.

    Prerequisites

    •Python3

    If you have any question, do not hesitate to contact me at chiara.plizzari@mail.polimi.it. I will be glad to clarify your doubts!

    Note: we include LICENSE, LICENSE_1 and LICENSE_2 in this repository since part of the code has been derived respectively from https://github.com/yysijie/st-gcn, https://github.com/leaderj1001/Attention-Augmented-Conv2d and https://github.com/kenziyuliu/Unofficial-DGNN-PyTorch/blob/master/README.md

  2. 21. Feb. 2021 · In this work, we propose a novel Spatial-Temporal Transformer network (ST-TR) which models dependencies between joints using the Transformer self-attention operator. In our ST-TR model, a Spatial Self-Attention module (SSA) is used to understand intra-frame interactions between different body parts, and a Temporal Self-Attention ...

  3. 17. Aug. 2020 · In this work, we propose a novel Spatial-Temporal Transformer network (ST-TR) which models dependencies between joints using the Transformer self-attention operator. In our ST-TR model, a Spatial Self-Attention module (SSA) is used to understand intra-frame interactions between different body parts, and a Temporal Self-Attention ...

  4. 17. Aug. 2020 · In our ST-TR model, a Spatial Self-Attention module (SSA) is used to understand intra-frame interactions between different body parts, and a Temporal Self-Attention module (TSA) to model inter-frame correlations.

  5. Spatial-Temporal Transformer network (ST-TR) which models dependencies between joints using the Transformer self-attention operator. In our ST-TR model a Spatial Self-Attention module (SSA) is used to understand intra-frame interactions between different body parts, and a Temporal Self-Attention module (TSA) to model inter-frame correlations ...

  6. In our ST-TR model, a Spatial Self-Attention module (SSA) is used to understand intra-frame interactions between different body parts, and a Temporal Self-Attention module (TSA) to model inter-frame correlations. The two are combined in a two-stream network which outperforms state-of-the-art models using the